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2021 Full Cities Dataset
| Row number | Questionnaire | Year Reported to CDP | Account Number | Organization | Country | CDP Region | Parent Section | Section | Question Number | Question Name | Column Number | Column Name | Row Number | Row Name | Response Answer | Comments | File Name | Last update |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156151 | Cities 2021 | 2021 | 60399 | Municipalidad de Miraflores | Peru | Latin America | 5. Emissions Reduction | Mitigation Target setting | 5.0a | Please provide details of your total city-wide base year emissions reduction (absolute) target(s). In addition, you may add rows to provide details of your sector-specific targets, by providing the base year emissions specific to that target. | 4 | Explanation of boundary choice where the inventory boundary differs from the city boundary (include inventory boundary, GDP and population) | 1 | El inventario de Gases de Efecto invernadero tiene como alcance la jurisdicción del distrito. | 01/20/2022 02:27:05 | |||
| 156152 | Cities 2021 | 2021 | 60349 | Prefeitura de São Leopoldo | Brazil | Latin America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 1 | Tonnes served and/or sold | 4 | Whole grains | Question not applicable | 01/20/2022 02:27:05 | |||
| 156153 | Cities 2021 | 2021 | 31172 | Mexico City | Mexico | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.3a | Please report on how climate change impacts health outcomes and health services in your city. | 3 | Identify the climate hazards most significantly impacting the selected areas | 1 | Biological hazards > Vector-borne disease | 01/20/2022 02:27:05 | |||
| 156154 | Cities 2021 | 2021 | 60414 | Municipalidad Venado Tuerto | Argentina | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.7 | If the submitted GHG inventory is baseline inventory for target setting, please provide the Baseline Synthesis Report and stakeholder consultation process and results to this inventory. | 1 | Year of inventory as baseline of the target | 1 | Please complete | Question not applicable | 01/20/2022 02:27:05 | ||
| 156155 | Cities 2021 | 2021 | 2430 | City of Burlington, VT | United States of America | North America | 8. Energy | 8.0a | Please provide details of your renewable energy target(s) and how the city plans to meet those targets. | 8 | Total renewable energy covered by target in target year (based on target type specified in column 3) | 1 | 01/20/2022 02:27:05 | |||||
| 156156 | Cities 2021 | 2021 | 35903 | Le Grand Casablanca | Morocco | Africa | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1c | Have you compiled information related to climate risk, vulnerabilities, and adaptive capacities into a baseline synthesis report? | 2 | Provide details on, and attach your baseline synthesis report | 1 | Baseline synthesis report | Question not applicable | 01/20/2022 02:27:05 | ||
| 156157 | Cities 2021 | 2021 | 35887 | Ajuntament de València | Spain | Europe | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 3 | Means of implementation | 65 | Capacity building and training activities | 01/20/2022 02:27:05 | |||
| 156158 | Cities 2021 | 2021 | 56276 | New Taipei City Government | Taiwan, Greater China | East Asia | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 4 | Emission factor source | 53 | Question not applicable | 01/20/2022 02:27:05 | |||
| 156159 | Cities 2021 | 2021 | 36469 | Comune dell'Aquila | Italy | Europe | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 3 | Stage of project development | 1 | Scoping | 01/20/2022 02:27:05 | |||
| 156160 | Cities 2021 | 2021 | 60168 | Derry City & Strabane | United Kingdom of Great Britain and Northern Ireland | Europe | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 3 | Current probability of hazard | 7 | Medium | 01/20/2022 02:27:05 | |||
| 156161 | Cities 2021 | 2021 | 35870 | City of Miami, FL | United States of America | North America | 6. Opportunities | Finance and Economic Opportunities | 6.5 | List any mitigation, adaptation, water related or resilience projects you have planned within your city for which you hope to attract financing and provide details on the estimated costs and status of the project. If your city does not have any relevant projects, please select 'No relevant projects' under 'Project Area'. | 1 | Project area | 3 | Other, please specify: Green Infrastructure | 01/20/2022 02:27:05 | |||
| 156162 | Cities 2021 | 2021 | 839673 | Municipalidad Distrital de Jesús María | Peru | Latin America | 3. Adaptation | Adaptation Planning | 3.2a | Please provide more information on your plan that addresses climate change adaptation and/or resilience and attach the document. Please provide details on the boundary of your plan, and where this differs from your city’s boundary, please provide an explanation. | 3 | Sectors/areas covered by plan that addresses climate change adaptation | 1 | Energy | 01/20/2022 02:27:05 | |||
| 156163 | Cities 2021 | 2021 | 59653 | City of Manhattan Beach, CA | United States of America | North America | 14. Water Security | Water Supply Management | 14.4 | Does your city have a publicly available Water Resource Management strategy? | 0 | 0 | Yes | 01/20/2022 02:27:05 | ||||
| 156164 | Cities 2021 | 2021 | 74401 | City of Encinitas, CA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 8 | Transportation > On-road | Question not applicable | 01/20/2022 02:27:05 | ||
| 156165 | Cities 2021 | 2021 | 58531 | City of Somerville, MA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 10 | Transportation > Waterborne navigation | NO | 01/20/2022 02:27:05 | ||
| 156166 | Cities 2021 | 2021 | 59669 | City of North Vancouver, BC | Canada | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 3 | Stationary energy > Institutional buildings & facilities | IE | 01/20/2022 02:27:05 | ||
| 156167 | Cities 2021 | 2021 | 35885 | Tel Aviv-Yafo Municipality | Israel | Middle East | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 2 | Action | 18 | Other, please specify: Water saving in gardening | 01/20/2022 02:27:05 | |||
| 156168 | Cities 2021 | 2021 | 859158 | Izumo City | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 2 | Action title | 6 | プラスチック製容器包装の分別収集・リサイクルの推進 | 01/20/2022 02:27:05 | |||
| 156169 | Cities 2021 | 2021 | 54276 | City of Greater Bendigo | Australia | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Target setting | 5.3a | Please provide details on the use of transferable emissions. | 3 | What percentage of the target does this unit represent? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 156170 | Cities 2021 | 2021 | 60105 | Kirklees Council | United Kingdom of Great Britain and Northern Ireland | Europe | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 3 | Boundary of target relative to city boundary (reported in 0.1) | 1 | Same (city-wide) – covers entire city and nothing else | 01/20/2022 02:27:05 | |||
| 156171 | Cities 2021 | 2021 | 36410 | City of Memphis, TN | United States of America | North America | 10. Transport | 10.3 | Please provide the total fleet size and number of vehicle types for the following modes of transport. | 8 | Comment | 4 | Plug in hybrid | 01/20/2022 02:27:05 | ||||
| 156172 | Cities 2021 | 2021 | 59168 | Commune de Dioudoubou | Senegal | Africa | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 9 | Fish protein sources | Question not applicable | 01/20/2022 02:27:05 | |||
| 156173 | Cities 2021 | 2021 | 847236 | Ramona | Argentina | Latin America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 12 | Foods with added sugar | Question not applicable | 01/20/2022 02:27:05 | |||
| 156174 | Cities 2021 | 2021 | 59707 | Town of Princeton, NJ | United States of America | North America | 5. Emissions Reduction | Mitigation Target setting | 5.0a | Please provide details of your total city-wide base year emissions reduction (absolute) target(s). In addition, you may add rows to provide details of your sector-specific targets, by providing the base year emissions specific to that target. | 15 | Does this target align to a requirement from a higher level of government? | 3 | Yes | 01/20/2022 02:27:05 | |||
| 156175 | Cities 2021 | 2021 | 834373 | Town of York, ME | United States of America | North America | 1. Governance and Data Management | Governance | 1.2 | Please list the local government departments involved in the GCC program and its role. | 3 | Role in the GCC program | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 156176 | Cities 2021 | 2021 | 54253 | Wollongong City Council | Australia | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 2 | Action title | 12 | Low Emissions passenger vehicles and heavy plant | 01/20/2022 02:27:05 | |||
| 156177 | Cities 2021 | 2021 | 845308 | Puerto Cortés | Honduras | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 24 | AFOLU > Other AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 156178 | Cities 2021 | 2021 | 31151 | Stadt Basel | Switzerland | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 29 | Generation of grid-supplied energy > Local renewable generation | Question not applicable | 01/20/2022 02:27:05 | ||
| 156179 | Cities 2021 | 2021 | 74453 | City of Highland Park, IL | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 7 | Please identify which vulnerable populations are affected | 4 | Persons with chronic diseases | 01/20/2022 02:27:05 | |||
| 156180 | Cities 2021 | 2021 | 59985 | City of Puerto Princesa | Philippines | Southeast Asia and Oceania | 12. Food | 12.5 | Please report the total annual volume of food waste (subset of organic waste) in tonnes. | 2 | Comment | 1 | Total annual volume of food waste | Question not applicable | 01/20/2022 02:27:05 | |||
| 156181 | Cities 2021 | 2021 | 859075 | Minamisanriku Town | Japan | East Asia | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 8 | Action description and implementation progress | 0 | 01/20/2022 02:27:05 | ||||
| 156182 | Cities 2021 | 2021 | 73762 | Malang City | Indonesia | Southeast Asia and Oceania | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Water Supply & Sanitation | 01/20/2022 02:27:05 | |||
| 156183 | Cities 2021 | 2021 | 50357 | Ciudad de Mendoza | Argentina | Latin America | 13. Waste | 13.3 | What is the amount of your city’s total solid waste collected for each of the following sectors (tonnes/year)? | 1 | Amount of solid waste generated (tonnes/year) | 3 | Commercial | Question not applicable | 01/20/2022 02:27:05 | |||
| 156184 | Cities 2021 | 2021 | 842012 | City of Burlington, ON | Canada | North America | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0c | Please explain why your city does not have a climate risk and vulnerability assessment. | 1 | Reason | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 156185 | Cities 2021 | 2021 | 31148 | Gemeente Amsterdam | Netherlands | Europe | 3. Adaptation | Adaptation Actions | 3.1 | Describe how your city identified and prioritized adaptation actions to implement. | 1 | Method | 1 | Identifying and prioritizing adaptation actions | Question not applicable | 01/20/2022 02:27:05 | ||
| 156186 | Cities 2021 | 2021 | 848474 | Richmond Council | United Kingdom of Great Britain and Northern Ireland | Europe | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 14 | Total cost of the project | 12 | 01/20/2022 02:27:05 | ||||
| 156187 | Cities 2021 | 2021 | 46514 | Município do Porto | Portugal | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 10 | Majority funding source | 3 | Local | 01/20/2022 02:27:05 | |||
| 156188 | Cities 2021 | 2021 | 14088 | Oslo kommune | Norway | Europe | 7. Local Government Emissions | Local Government Operations GHG Emissions Data | 7.5 | Please give the total amount of fuel (refers to Scope 1 emissions) that your local government has consumed this year. | 4 | Units | 13 | Question not applicable | 01/20/2022 02:27:05 | |||
| 156189 | Cities 2021 | 2021 | 826237 | Alcaldia de Madrid | Colombia | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 4 | Increased resource demand | 01/20/2022 02:27:05 | |||
| 156190 | Cities 2021 | 2021 | 50361 | Ayuntamiento de Hermosillo | Mexico | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 1 | Mitigation action | 6 | Community-Scale Development > Green space and/ or biodiversity preservation and expansion | 01/20/2022 02:27:05 | |||
| 156191 | Cities 2021 | 2021 | 54119 | City of Palo Alto, CA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 1 | Direct emissions (metric tonnes CO2e) | 8 | Transportation > On-road | 292591 | 01/20/2022 02:27:05 | ||
| 156192 | Cities 2021 | 2021 | 50671 | Município de Fafe | Portugal | Europe | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 1 | Tonnes served and/or sold | 7 | Meat (Beef, Pork, Chicken) protein sources | Question not applicable | 01/20/2022 02:27:05 | |||
| 156193 | Cities 2021 | 2021 | 54622 | Prefeitura da Estância Turística de ITU | Brazil | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6b | Please provide a summary of emissions by sector and scope as defined in the Global Protocol for Community Greenhouse Gas Emissions Inventories (GPC) in the table below. | 1 | Emissions (metric tonnes CO2e) | 1 | Stationary Energy: energy use – Scope 1 (I.X.1) | Question not applicable | 01/20/2022 02:27:05 | ||
| 156194 | Cities 2021 | 2021 | 8242 | Helsingin kaupunki | Finland | Europe | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 3 | Average concentration for second most recent year available (ug/m3) | 6 | O3 (Daily maximum 8 hour mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 156195 | Cities 2021 | 2021 | 54623 | Prefeitura de Betim | Brazil | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 10 | Transportation > Waterborne navigation | 01/20/2022 02:27:05 | |||
| 156196 | Cities 2021 | 2021 | 73676 | Umhlathuze | South Africa | Africa | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Land use planning | 01/20/2022 02:27:05 | |||
| 156197 | Cities 2021 | 2021 | 54037 | City of Des Moines, IA | United States of America | North America | 7. Local Government Emissions | Local Government Emissions Verification | 7.9b | Please explain why your local government operations inventory is not verified and describe any future plans for verification. | 2 | Explanation | 1 | Please explain | Question not applicable | 01/20/2022 02:27:05 | ||
| 156198 | Cities 2021 | 2021 | 36285 | Comune di Firenze | Italy | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 6 | If you have no emissions occurring outside the city boundary to report as a result of in-city activities, please select a notation key to explain why | 19 | IPPU > Industrial process | 01/20/2022 02:27:05 | |||
| 156199 | Cities 2021 | 2021 | 840944 | Prefeitura de Carnaúba dos Dantas | Brazil | Latin America | 14. Water Security | Water Supply Management | 14.3 | Please select the actions you are taking to reduce the risks to your city’s water security. | 2 | Adaptation action | 1 | Conservation awareness and education | 01/20/2022 02:27:05 | |||
| 156200 | Cities 2021 | 2021 | 863469 | San Bernardo | Chile | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 24 | AFOLU > Other AFOLU | Question not applicable | 01/20/2022 02:27:05 |
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Description
PLEASE READ THE FOLLOWING INFORMATION
This dataset contains all public responses to the CDP-ICLEI 2021 Cities questionnaire. All data included in the dataset is self reported by cities. The reporting platform remains open and the dataset is updated daily to reflect new submissions.
Please note that this dataset exceeds the capacity for Excel. To export the data to Excel, the dataset has been separated into three files. Please follow the links below to access these:
2021 cities dataset covering emissions and mitigation:
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
2021 cities dataset covering vulnerability and adaptation:
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
2021 cities dataset covering sectors (buildings, energy, transport, waste, urban planning, food, water):
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
Access more information on cities reporting, including questionnaire guidance, at https://www.cdp.net/en/guidance/guidance-for-cities.
This data is collected through the CDP-ICLEI Unified Reporting System. When using this data, please cite both organisations using the following wording: ‘This data was collected in partnership by CDP and ICLEI - Local Governments for Sustainability’.
For any questions or further guidance on how to reference this data in your own work, please contact cities@cdp.net.
Please note that this dataset may contain data from cities or, in some instances, groups of cities at different administrative levels. This includes metropolitan areas, combined authorities, and some regional councils.
When using the inventory data for aggregation, comparison and trend analysis, please note that the inventory data is based on non-verified self-reported city inputs. The reported inventory may not include all emission sources within the city boundary.
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